Artificial intelligence (AI) methods perform very well in many applications, for instance in object detection in images, and are increasingly used in areas which influence our daily life. Some of these applications may have critical consequences, as for example (semi-)autonomous driving, face recognition or the analysis of medical data. Still, there are many unsolved problems with respect to the secure, robust and transparent application of AI.